I just replaced my side marker. Its a pain in the ass, but not enough to take the bumper off.
Behind the light, there just a nut holding it on, get a small wrench back there, and take the light out. The manual has a diagram how to take the bulb out, if you need.
Just turn the wheels, and its easy.